The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Dec. 08, 2020

Filed:

Mar. 15, 2019
Applicant:

Case Western Reserve University, Cleveland, OH (US);

Inventors:

Anant Madabhushi, Shaker Heights, OH (US);

Nathaniel Braman, Cleveland, OH (US);

Prateek Prasanna, Cleveland, OH (US);

Assignee:

Case Western Reserve University, Cleveland, OH (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2006.01); G06T 7/00 (2017.01); G06T 7/62 (2017.01); G06K 9/46 (2006.01); G06K 9/62 (2006.01); G06T 7/70 (2017.01); G06T 15/08 (2011.01); A61B 5/00 (2006.01); G06T 7/11 (2017.01); G06T 7/187 (2017.01);
U.S. Cl.
CPC ...
G06T 7/0012 (2013.01); A61B 5/7253 (2013.01); A61B 5/7267 (2013.01); G06K 9/4633 (2013.01); G06K 9/628 (2013.01); G06K 9/6228 (2013.01); G06K 9/6277 (2013.01); G06K 9/6286 (2013.01); G06T 7/11 (2017.01); G06T 7/62 (2017.01); G06T 7/70 (2017.01); G06T 15/08 (2013.01); G06K 2209/05 (2013.01); G06T 7/187 (2017.01); G06T 2207/10081 (2013.01); G06T 2207/10088 (2013.01); G06T 2207/20044 (2013.01); G06T 2207/20061 (2013.01); G06T 2207/20076 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/20116 (2013.01); G06T 2207/20152 (2013.01); G06T 2207/30064 (2013.01); G06T 2207/30068 (2013.01); G06T 2207/30096 (2013.01); G06T 2207/30101 (2013.01);
Abstract

Embodiments access a radiological image of tissue having a tumoral volume and a peritumoral volume; define a vasculature associated with the tumoral volume; generate a Cartesian two-dimensional (2D) vessel network representation; compute a first set of localized Hough transforms based on the Cartesian 2D vessel network representation; generate a first aggregated set of peak orientations based on the first set of Hough transforms; generate a spherical 2D vessel network representation; compute a second set of localized Hough transforms based on the spherical 2D vessel network representation; generate a second aggregated set of peak orientations based on the second set of Hough transforms; generate a vascular network organization descriptor based on the aggregated peak orientations; compute a probability that the tissue is a member of a positive class based on the vascular network organization descriptor; classify the ROI based on the probability; and display the classification.


Find Patent Forward Citations

Loading…